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Are AI Tools Actually Making Us Productive — or Just Giving Us Something New to Play With?

The courier problem of manual tab-hopping

Are AI Tools Actually Making Us Productive — or Just Giving Us Something New to Play With?

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Comments 34
8 min read
Your LLM App Is Wasting Money: What Happens When Users Close the Tab?

Your LLM App Is Wasting Money: What Happens When Users Close the Tab?

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Comments 10
9 min read
The harness, not the model: how to make a weak or local model reliable enough to ship

The harness, not the model: how to make a weak or local model reliable enough to ship

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Comments 4
7 min read
What if the main coding-agent session was intentionally dumb?

What if the main coding-agent session was intentionally dumb?

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1 min read
I built a prompt injection firewall in Rust. It scans in 12 microseconds.

I built a prompt injection firewall in Rust. It scans in 12 microseconds.

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Comments 30
4 min read
Aletheia: What If AI Stopped Trying to Be Your Answer?

Aletheia: What If AI Stopped Trying to Be Your Answer?

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6 min read
MarathonMemBench — a new kind of benchmark for testing your LLM agent's memory

MarathonMemBench — a new kind of benchmark for testing your LLM agent's memory

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Comments 3
42 min read
I asked ChatGPT and Grok to benchmark my game AI. Then I ran the code.

I asked ChatGPT and Grok to benchmark my game AI. Then I ran the code.

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Comments 1
3 min read
How to Read Benchmark Tables: A Case Study of GigaChat 3.5 "Ultra Reasoning" vs DeepSeek V4 Flash

How to Read Benchmark Tables: A Case Study of GigaChat 3.5 "Ultra Reasoning" vs DeepSeek V4 Flash

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Comments 2
15 min read
Local LLMs in 2026: What Actually Runs Well on a Laptop Now

Local LLMs in 2026: What Actually Runs Well on a Laptop Now

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3 min read
The Model Scored 30%. The Harness Scored 100%. Which One Did You Benchmark?

Harnesses drive massive score jumps

The Model Scored 30%. The Harness Scored 100%. Which One Did You Benchmark?

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Comments 49
10 min read
Case study: smart-proxy

Case study: smart-proxy

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6 min read
12 Agentic Harness Patterns

12 Agentic Harness Patterns

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Comments 3
6 min read
Sending Images to GPT-4o, Claude, and Gemini: The Base64 Payload Each One Wants

Sending Images to GPT-4o, Claude, and Gemini: The Base64 Payload Each One Wants

Comments
4 min read
You can never backfill a read receipt: a blog comment fixed our AI pipeline

You can never backfill a read receipt: a blog comment fixed our AI pipeline

Comments 2
3 min read
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